Once upon a time, site reliability engineering rested on a linear assumption: monitor more, detect early, and you’ll recover faster. The rise of alert fatigue makes modern SRE teams realize otherwise: Ramadass’s (2025) paper, Building an AI-Powered Observability Pipeline for Modern System Reliability , cited research that discovered that: